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Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Comparative
2,420 comments
Why oh why can't America get a leader like Canada why do we have to subject ourselves to an ignorant buffoon
Why oh why can't America get a leader like Canada why do we have to subject ourselves to an ignorant buffoon
Compares Canada's leadership favorably to US leadership, expressing preference for Canadian governance model.
@steve376
Mar 4, 2025
Poland with Canada ❤
Poland with Canada ❤
Expresses solidarity with Poland by comparing it favorably to Canada in the context of immigration discussion.
Comparative
0.85
@danielkrzysztof384
Mar 4, 2025
think canada is bad look at texas
think canada is bad look at texas
Compares Canada's situation to Texas, ranking relative conditions between jurisdictions.
Comparative
0.85
Wombocomboz88
Jan 27, 2026
This is the kind of leader we need in the US!!!!! Not the dumpster fire we have in office!!!
This is the kind of leader we need in the US!!!!! Not the dumpster fire we have in office!!!
Compares Canadian leadership favorably to US leadership, ranking nations and expressing preference for Canadian governance.
@jdelao79
Mar 4, 2025
He speaks so clear and very intelligent. I wish our president is like you.
He speaks so clear and very intelligent. I wish our president is like you.
Compares Canadian leadership favorably to the commenter's own country's president.
Comparative
0.85
@armiemoncada9507
Mar 4, 2025
Well, what do you expect? American policy affects Canada as well.
Well, what do you expect?
American policy affects Canada as well.
Frames Canadian immigration issues in relation to American policy influence, emphasizing cross-border dynamics.
Comparative
0.85
southwestsearch
Jan 5, 2026
I’m Mexican I wish we had a speech like that in my country
I’m Mexican I wish we had a speech like that in my country
Mexican commenter compares Canadian leadership favorably to their own country's leadership.
Comparative
0.85
@memo19631
Mar 4, 2025
I would love to hear such a good speech from our German Chancellor.
I would love to hear such a good speech from our German Chancellor.
Directly compares Canadian leadership favorably to German leadership, expressing desire for similar quality in home country.
Comparative
0.85
@ITInsiderGuru
Mar 4, 2025
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion …
India: 1.4 billion people
Combined population of USA, UK, Australia, Canada and NZ: 500 million
That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion Indians. Or stated another way, you could quadruple the populations of the Anglophone countries with Indians
Compares India's population to Anglosphere countries with implicit demographic anxiety about immigration capacity.
ajdz1840
Jan 27, 2026
Well we know what happened last time this happened! Canada traded with Australia, Uk and all the Commonwealth countries around the world which only benefited those countries. America was the first to bend and scrapped …
Well we know what happened last time this happened! Canada traded with Australia, Uk and all the Commonwealth countries around the world which only benefited those countries. America was the first to bend and scrapped the tariffs in the end! However in the meantime let’s do a deal Canada ???
Compares Canada's trade outcomes with Commonwealth countries and the USA, using historical precedent to frame current policy discussion.
@eisbaros
Mar 5, 2025
Why can we have a president like Canadian prime minister ?? … ?
Why can we have a president like Canadian prime minister ?? … ?
Compares Canadian and American leadership favorably, implicitly ranking Canada's political system as superior.
@cindy96707
Mar 5, 2025
As a Swede am not setting fot in the US until the Musk/Trump oligarchy is removed from power. The world stands with Candada and against the Trump daily madness, except North Korea and Russia of …
As a Swede am not setting fot in the US until the Musk/Trump oligarchy is removed from power. The world stands with Candada and against the Trump daily madness, except North Korea and Russia of course who are very pleased with the anti-democratic and fascism and populist Maga movement under Trump.
Commenter compares Canada favorably to the US under Trump, positioning themselves as Swedish and expressing solidarity with Canada against perceived authoritarianism.
@flenne23
Mar 5, 2025
Major reason for so much immigration of Indians is because here in india to get a well paying job and a well settled life you need to be educated and skilled. Whereas in countrys such …
Major reason for so much immigration of Indians is because here in india to get a well paying job and a well settled life you need to be educated and skilled. Whereas in countrys such as canada it is more easy to have a good living with less efforts and less education. Therefore they prefer moving out of country than working hard in there own country. And in the case of Brampton they saw an opportunity and demand for businesses and workforce so they grabbed there opportunity. Because at that time there was not much going on in Brampton when indians started immigrating . So you can say indians are the reason Brampton has grown gradually. But i do think now it is too crowded and people haven't stopped coming. Now there are no requirements as such. So that is why more useless indians are moving in canada nowadays.
Compares economic opportunities and effort requirements between India and Canada to explain immigration patterns, with mixed assessment of outcomes.
krish-p8l1k
Jan 27, 2026
mate come to Australia. six million of them.
mate come to Australia. six million of them.
Compares Canada's immigration situation to Australia's, suggesting similar demographic challenges across countries.
Comparative
0.85
kvon-b3d
Jan 27, 2026
It’s like having a good friend that’s always taking advantage of you
It’s like having a good friend that’s always taking advantage of you
Uses metaphor of friendship to compare Canada-US relationship, implying Canada is being exploited by the US.
@Cincy_Kid
Mar 4, 2025
Same in uk and they drive terribly slowly
Same in uk and they drive terribly slowly
Compares Canada's situation to the UK, referencing driving behavior as a comparative observation between nations.
Comparative
0.85
Dreamon74
Jan 27, 2026
Not just happening in Canada man 😮💨
Not just happening in Canada man 😮💨
Comment extends the issue beyond Canada by noting similar problems occur elsewhere, implying cross-national comparison.
Comparative
0.85
BurtonGuster57
Jan 27, 2026
We are so fortunate to have an ocean between us and the USA
We are so fortunate to have an ocean between us and the USA
Compares Canada favorably to USA by referencing geographic separation and implicit political superiority.
Comparative
0.85
@Gerard-m4x
Mar 5, 2025
Trump is definitely not a chess player… ahaha.\nHe's dismantling the U.S. in the long run, tearing apart 80 years of dominance.\nI feel sad for your country, sad for mine (France), and not exactly thrilled that …
Trump is definitely not a chess player… ahaha.\nHe's dismantling the U.S. in the long run, tearing apart 80 years of dominance.\nI feel sad for your country, sad for mine (France), and not exactly thrilled that he’s empowering China and Russia.\n\nWhat do you think will happen?\n\n- Europe strengthens its military.\n- Europe reindustrializes.\n- No country can rely on the U.S. anymore—whether it's poorer nations dependent on American aid or wealthy ones like those in Europe.\nThe outcome is clear: the U.S. is bleeding soft power. For about five years, it will appear stronger than ever. But once other countries adapt (which will take roughly five years), they’ll all tell the U.S. to *** off.\n\nNo more need for its military power. No more reliance on its natural resources. No more dependence on American industry.\n\nThe worst part? The world will shift its trust toward Europe, China and Russia. The U.S. will remain the richest and most powerful country, but it will no longer hold the monopoly it enjoys today. It is going to be heavily contested. Please enjoy the current situation. This is purely temporary.\n\nMark my words!
French commenter compares US geopolitical dominance across time periods and predicts global power shifts toward Europe, China, and Russia.
@garpd2321
Mar 5, 2025
looks like the uk
looks like the uk
Brief comparison of Canada to the UK based on visual appearance.
Comparative
0.85
teddy2313-g2p
Feb 12, 2026
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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
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RocaNews
467
JamCan
274
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89
Solidarity
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Tyler Oliveira
400
RocaNews
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JamCan
36
CTV Your Morning
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Policy Critique
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551
Toronto Sun
340
CTV News
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RocaNews
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Humor / Satire
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2,078
Tyler Oliveira
1,667
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Global News
89
CTV News
68
Fear / Threat
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1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
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CNN
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RocaNews
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CTV News
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JamCan
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Unverified Claim
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Tyler Oliveira
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RocaNews
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Yoke Immigration Canada
203
JamCan
152
Moral Argument
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1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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